Eisenach et al.
A verifiable runtime for agents that extend themselves with safe, reversible tools.
L3M uses Lean 4 and Git to let agents write new tools, while human oversight is minimized through runtime-enforced safety guarantees.
Big Tech
Carson Eisenach · Robert Joseph George · Vincent Quenneville-Belair · Kate Gwimm · Dean Foster
Amazon
Research Digest··3 min read
The authors present L3M, a runtime for AI agents that can write their own extensions and improve over time.
Why this paper
From Amazon
In one line
A Lean 4 agent runtime uses reversibility to decide human oversight, letting agents extend their own tools and act autonomously.
What we could check
- ·No code link found
- ·No weights link found
- ·No dataset link found
- ·No compute details found
- ✓Limitations stated by the authors (2 noted)
- ·No benchmark numbers found
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